{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. 请求数据准备"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# header\n",
    "import liepindata\n",
    "headers = liepindata.headers()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* 备注\n",
    "> 1. 城市：'全国'、 '北京、 '上海'、 '天津'、 '重庆'、 '广州'、'深圳'、 '苏州'、 '南京'、 '杭州'、 '大连'、'成都'、 '武汉'、 '西安'\n",
    "> 2. 关键词：不限制\n",
    "> 3. 工作经验：'应届生'、 '实习生'、 '1年以内'、 '1-3年'、'3-5年'、 '5-10年'、'10年以上'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# payload\n",
    "payload = liepindata.request_payload(城市=\"深圳\",关键词=\"数据分析师\",工作经验=\"实习生\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2. 指定数据抓取"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "from requests_html import HTMLSession\n",
    "\n",
    "session = HTMLSession()\n",
    "r = session.post(\n",
    "            url = 'https://api-c.liepin.com/api/com.liepin.searchfront4c.pc-search-job',\n",
    "            data = json.dumps(payload), # POST请求带的参数\n",
    "            headers = headers    # 模拟真实用户\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'flag': 1,\n",
       " 'data': {'data': {'jobCardList': [{'job': {'labels': ['3个月', '本科'],\n",
       "      'jobKind': '6',\n",
       "      'advViewFlag': False,\n",
       "      'title': '数据分析师（实习）',\n",
       "      'dq': '深圳-南山区',\n",
       "      'jobId': '61376049',\n",
       "      'topJob': False,\n",
       "      'h5OuterLink': '',\n",
       "      'pcOuterLink': '',\n",
       "      'salary': '150-200元/天',\n",
       "      'refreshTime': '20230911101109',\n",
       "      'link': 'https://www.liepin.com/lptjob/61376049',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=0&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=0',\n",
       "      'campusJobKind': '实习'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'af7cc15119b20c4767afc08fad36a30d',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '许女士',\n",
       "      'recruiterTitle': 'HRBP',\n",
       "      'recruiterId': '333000602100d7315764562faa94a890',\n",
       "      'recruiterPhoto': '61e142d872d04a0011da63af07u.png'},\n",
       "     'comp': {'compId': 8697730,\n",
       "      'compIndustry': '互联网',\n",
       "      'compScale': '100-499人',\n",
       "      'compLogo': '60e65d04e2df5862a0867b0c05u.png',\n",
       "      'compName': '一面数据',\n",
       "      'link': 'https://www.liepin.com/company/8697730/'},\n",
       "     'dataParams': '{\"jobKind\":\"6\",\"imId\":\"af7cc15119b20c4767afc08fad36a30d\",\"imUserType\":\"2\",\"jobId\":\"61376049\",\"recruiterName\":\"许女士\",\"userId\":\"333000602100d7315764562faa94a890\",\"recruiterPhoto\":\"61e142d872d04a0011da63af07u.png\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%226%22%2C%22d_curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22jobId%22%3A%2261376049%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'job': {'labels': ['3个月', '本科'],\n",
       "      'jobKind': '6',\n",
       "      'advViewFlag': False,\n",
       "      'title': '数据分析师（实习生）',\n",
       "      'dq': '深圳-南山区',\n",
       "      'jobId': '60104163',\n",
       "      'topJob': False,\n",
       "      'h5OuterLink': '',\n",
       "      'pcOuterLink': '',\n",
       "      'salary': '150-200元/天',\n",
       "      'refreshTime': '20230911101109',\n",
       "      'link': 'https://www.liepin.com/lptjob/60104163',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=1&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=1',\n",
       "      'campusJobKind': '实习'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'af7cc15119b20c4767afc08fad36a30d',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '许女士',\n",
       "      'recruiterTitle': 'HRBP',\n",
       "      'recruiterId': '333000602100d7315764562faa94a890',\n",
       "      'recruiterPhoto': '61e142d872d04a0011da63af07u.png'},\n",
       "     'comp': {'compId': 8697730,\n",
       "      'compIndustry': '互联网',\n",
       "      'compScale': '100-499人',\n",
       "      'compLogo': '60e65d04e2df5862a0867b0c05u.png',\n",
       "      'compName': '一面数据',\n",
       "      'link': 'https://www.liepin.com/company/8697730/'},\n",
       "     'dataParams': '{\"jobKind\":\"6\",\"imId\":\"af7cc15119b20c4767afc08fad36a30d\",\"imUserType\":\"2\",\"jobId\":\"60104163\",\"recruiterName\":\"许女士\",\"userId\":\"333000602100d7315764562faa94a890\",\"recruiterPhoto\":\"61e142d872d04a0011da63af07u.png\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%226%22%2C%22d_curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22jobId%22%3A%2260104163%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'job': {'labels': ['1个月', '本科'],\n",
       "      'jobKind': '6',\n",
       "      'advViewFlag': False,\n",
       "      'title': '电商数据分析师',\n",
       "      'dq': '深圳-龙华区',\n",
       "      'jobId': '62071461',\n",
       "      'topJob': False,\n",
       "      'h5OuterLink': '',\n",
       "      'pcOuterLink': '',\n",
       "      'salary': '100-200元/天',\n",
       "      'refreshTime': '20231009152530',\n",
       "      'link': 'https://www.liepin.com/lptjob/62071461',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=2&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=2',\n",
       "      'campusJobKind': '实习'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '9792e818d4dc8f43b8186adbf6c31dd6',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '戴先生',\n",
       "      'recruiterTitle': '部门主管',\n",
       "      'recruiterId': 'b06533f5e3a36c6bf95cd792e49c0cb3',\n",
       "      'recruiterPhoto': '5f8f986bdfb13a7dee342f2108u.jpg'},\n",
       "     'comp': {'compId': 13646711,\n",
       "      'compIndustry': '批发/零售',\n",
       "      'compScale': '1-49人',\n",
       "      'compLogo': '64dd9438f5796c30a18b3e4308u.jpg',\n",
       "      'compName': '趣宠儿',\n",
       "      'link': 'https://www.liepin.com/company/13646711/'},\n",
       "     'dataParams': '{\"jobKind\":\"6\",\"imId\":\"9792e818d4dc8f43b8186adbf6c31dd6\",\"imUserType\":\"2\",\"jobId\":\"62071461\",\"recruiterName\":\"戴先生\",\"userId\":\"b06533f5e3a36c6bf95cd792e49c0cb3\",\"recruiterPhoto\":\"5f8f986bdfb13a7dee342f2108u.jpg\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%226%22%2C%22d_curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22jobId%22%3A%2262071461%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'job': {'labels': ['6个月', '提供转正', '硕士', '数据挖掘', '数据分析'],\n",
       "      'jobKind': '6',\n",
       "      'advViewFlag': False,\n",
       "      'title': '数据分析师',\n",
       "      'dq': '深圳-龙岗区',\n",
       "      'jobId': '60823033',\n",
       "      'topJob': False,\n",
       "      'h5OuterLink': '',\n",
       "      'pcOuterLink': '',\n",
       "      'salary': '200-250元/天',\n",
       "      'refreshTime': '20230921150600',\n",
       "      'link': 'https://www.liepin.com/lptjob/60823033',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=3&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=3',\n",
       "      'campusJobKind': '实习'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'eba2a734af033ebfe3db76272f25835f',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '聂女士',\n",
       "      'recruiterTitle': '招聘HR',\n",
       "      'recruiterId': 'de449628d28f6e0a829c07ab21d1e65f',\n",
       "      'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg'},\n",
       "     'comp': {'compId': 9629844,\n",
       "      'compIndustry': '电子/半导体/集成电路',\n",
       "      'compScale': '50-99人',\n",
       "      'compLogo': '612e18593623ff40ef127a0206u.png',\n",
       "      'compName': '纽瑞芯科技',\n",
       "      'link': 'https://www.liepin.com/company/9629844/'},\n",
       "     'dataParams': '{\"jobKind\":\"6\",\"imId\":\"eba2a734af033ebfe3db76272f25835f\",\"imUserType\":\"2\",\"jobId\":\"60823033\",\"recruiterName\":\"聂女士\",\"userId\":\"de449628d28f6e0a829c07ab21d1e65f\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%226%22%2C%22d_curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22jobId%22%3A%2260823033%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'job': {'labels': ['2个月', '本科', '数据采集'],\n",
       "      'jobKind': '6',\n",
       "      'advViewFlag': False,\n",
       "      'title': '数据采集（短期2个月）',\n",
       "      'dq': '深圳-南山区',\n",
       "      'jobId': '62312071',\n",
       "      'topJob': False,\n",
       "      'h5OuterLink': '',\n",
       "      'pcOuterLink': '',\n",
       "      'salary': '180-250元/天',\n",
       "      'refreshTime': '20231020100619',\n",
       "      'link': 'https://www.liepin.com/lptjob/62312071',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=4&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=4',\n",
       "      'campusJobKind': '实习'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': 'd277ba7748742ef667766a03c68ce883',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '赵女士',\n",
       "      'recruiterTitle': '人力经理',\n",
       "      'recruiterId': '45cea54f80da2a0e4abfe6a2f509b725',\n",
       "      'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg'},\n",
       "     'comp': {'compId': 12593225,\n",
       "      'compIndustry': '人工智能',\n",
       "      'compScale': '50-99人',\n",
       "      'compStage': '其他',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compName': '北京上奇数字科技有限公司',\n",
       "      'link': 'https://www.liepin.com/company/12593225/'},\n",
       "     'dataParams': '{\"jobKind\":\"6\",\"imId\":\"d277ba7748742ef667766a03c68ce883\",\"imUserType\":\"2\",\"jobId\":\"62312071\",\"recruiterName\":\"赵女士\",\"userId\":\"45cea54f80da2a0e4abfe6a2f509b725\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%226%22%2C%22d_curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22jobId%22%3A%2262312071%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'job': {'labels': ['3个月', '学历不限', '分布式数据库'],\n",
       "      'jobKind': '6',\n",
       "      'advViewFlag': False,\n",
       "      'title': '实习生',\n",
       "      'dq': '深圳-南山区',\n",
       "      'jobId': '61616763',\n",
       "      'topJob': False,\n",
       "      'h5OuterLink': '',\n",
       "      'pcOuterLink': '',\n",
       "      'salary': '50-100元/天',\n",
       "      'refreshTime': '20231007161700',\n",
       "      'link': 'https://www.liepin.com/lptjob/61616763',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=5&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=5',\n",
       "      'campusJobKind': '实习'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '32bc371dd0c5aa084cd3c71b72ec7035',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '罗女士',\n",
       "      'recruiterTitle': '人事经理',\n",
       "      'recruiterId': '52c2be5b54e23f5ce9eeeef07af71818',\n",
       "      'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg'},\n",
       "     'comp': {'compId': 13425191,\n",
       "      'compIndustry': '食品/饮料/酒水',\n",
       "      'compScale': '100-499人',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'compName': '招商局食品(中国)有限公司',\n",
       "      'link': 'https://www.liepin.com/company/13425191/'},\n",
       "     'dataParams': '{\"jobKind\":\"6\",\"imId\":\"32bc371dd0c5aa084cd3c71b72ec7035\",\"imUserType\":\"2\",\"jobId\":\"61616763\",\"recruiterName\":\"罗女士\",\"userId\":\"52c2be5b54e23f5ce9eeeef07af71818\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%226%22%2C%22d_curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22jobId%22%3A%2261616763%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'},\n",
       "    {'job': {'labels': ['3个月', '本科', '数据分析', 'SQL'],\n",
       "      'jobKind': '6',\n",
       "      'advViewFlag': False,\n",
       "      'title': '数据分析实习生',\n",
       "      'dq': '深圳-南山区',\n",
       "      'jobId': '58048049',\n",
       "      'topJob': False,\n",
       "      'h5OuterLink': '',\n",
       "      'pcOuterLink': '',\n",
       "      'salary': '200-250元/天',\n",
       "      'refreshTime': '20230423141050',\n",
       "      'link': 'https://www.liepin.com/lptjob/58048049',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=6&skId=geq5b0qsi9umzbhn0oojbi2j8v8qu2bb&fkId=y2jy1uvl2gar8xipyemg77rijoomop78&ckId=y2jy1uvl2gar8xipyemg77rijoomop78&sfrom=search_job_pc&curPage=0&pageSize=40&index=6',\n",
       "      'campusJobKind': '实习'},\n",
       "     'recruiter': {'chatted': False,\n",
       "      'imId': '57e103d72bd5f17c337193710fe42056',\n",
       "      'imUserType': '2',\n",
       "      'recruiterName': '林先生',\n",
       "      'recruiterTitle': '招聘负责人',\n",
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       "      'compLogo': '5bfe979b74719df0ac99439903a.png',\n",
       "      'compName': '迅雷',\n",
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       "    {'job': {'labels': ['5个月',\n",
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       "       '数据采集',\n",
       "       '数据挖掘',\n",
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       "      'campusJobKind': '实习'},\n",
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       "    {'job': {'labels': ['3个月', '提供转正', '本科', '数据建模', 'Pandas'],\n",
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       "    {'job': {'labels': ['学历不限', '数据收集', 'Python', 'SQL'],\n",
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       "      'campusJobKind': '实习'},\n",
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       "    {'job': {'labels': ['3个月', '提供转正', '本科'],\n",
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       "    {'job': {'labels': ['3个月', '提供转正', '硕士'],\n",
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       "      'recruiterTitle': '业务支持',\n",
       "      'recruiterId': 'fe5686137dcc0d73f9004d2a4727733e',\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg'},\n",
       "     'comp': {'compId': 979118,\n",
       "      'compIndustry': '基金/证券/期货',\n",
       "      'compScale': '2000-5000人',\n",
       "      'compStage': '沪深A股上市',\n",
       "      'compLogo': '5bfffb1e74719da073f116d603u.png',\n",
       "      'compName': '财通证券',\n",
       "      'link': 'https://www.liepin.com/company/979118/'},\n",
       "     'dataParams': '{\"jobKind\":\"6\",\"imId\":\"82bba4877dc36f3c50484ed2ccee87d4\",\"imUserType\":\"2\",\"jobId\":\"51985567\",\"recruiterName\":\"吴女士\",\"userId\":\"fe5686137dcc0d73f9004d2a4727733e\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}',\n",
       "     'dataInfo': '%7B%22jobKind%22%3A%226%22%2C%22d_curPage%22%3A%220%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22skId%22%3A%22geq5b0qsi9umzbhn0oojbi2j8v8qu2bb%22%2C%22fkId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22ckId%22%3A%22y2jy1uvl2gar8xipyemg77rijoomop78%22%2C%22scene%22%3A%22condition%22%2C%22jobId%22%3A%2251985567%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D'}],\n",
       "   'compList': []},\n",
       "  'passThroughData': {'sfrom': 'search_job_pc',\n",
       "   'skId': 'geq5b0qsi9umzbhn0oojbi2j8v8qu2bb',\n",
       "   'fkId': 'y2jy1uvl2gar8xipyemg77rijoomop78',\n",
       "   'ckId': 'y2jy1uvl2gar8xipyemg77rijoomop78',\n",
       "   'scene': 'condition'},\n",
       "  'pagination': {'totalPage': 1,\n",
       "   'currentPage': 0,\n",
       "   'pageSize': 40,\n",
       "   'hasNext': False,\n",
       "   'totalCounts': 14}}}"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "liepin_data = r.json()\n",
    "liepin_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataParams</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.advViewFlag</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>job.h5OuterLink</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compStage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>{\"jobKind\":\"6\",\"imId\":\"af7cc15119b20c4767afc08...</td>\n",
       "      <td>%7B%22jobKind%22%3A%226%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>[3个月, 本科]</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>数据分析师（实习）</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>61376049</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>HRBP</td>\n",
       "      <td>333000602100d7315764562faa94a890</td>\n",
       "      <td>61e142d872d04a0011da63af07u.png</td>\n",
       "      <td>8697730</td>\n",
       "      <td>互联网</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>60e65d04e2df5862a0867b0c05u.png</td>\n",
       "      <td>一面数据</td>\n",
       "      <td>https://www.liepin.com/company/8697730/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>{\"jobKind\":\"6\",\"imId\":\"af7cc15119b20c4767afc08...</td>\n",
       "      <td>%7B%22jobKind%22%3A%226%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>[3个月, 本科]</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>数据分析师（实习生）</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>60104163</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>HRBP</td>\n",
       "      <td>333000602100d7315764562faa94a890</td>\n",
       "      <td>61e142d872d04a0011da63af07u.png</td>\n",
       "      <td>8697730</td>\n",
       "      <td>互联网</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>60e65d04e2df5862a0867b0c05u.png</td>\n",
       "      <td>一面数据</td>\n",
       "      <td>https://www.liepin.com/company/8697730/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>{\"jobKind\":\"6\",\"imId\":\"9792e818d4dc8f43b8186ad...</td>\n",
       "      <td>%7B%22jobKind%22%3A%226%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>[1个月, 本科]</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>电商数据分析师</td>\n",
       "      <td>深圳-龙华区</td>\n",
       "      <td>62071461</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>部门主管</td>\n",
       "      <td>b06533f5e3a36c6bf95cd792e49c0cb3</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>13646711</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>64dd9438f5796c30a18b3e4308u.jpg</td>\n",
       "      <td>趣宠儿</td>\n",
       "      <td>https://www.liepin.com/company/13646711/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>{\"jobKind\":\"6\",\"imId\":\"eba2a734af033ebfe3db762...</td>\n",
       "      <td>%7B%22jobKind%22%3A%226%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>[6个月, 提供转正, 硕士, 数据挖掘, 数据分析]</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>数据分析师</td>\n",
       "      <td>深圳-龙岗区</td>\n",
       "      <td>60823033</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>招聘HR</td>\n",
       "      <td>de449628d28f6e0a829c07ab21d1e65f</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>9629844</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>612e18593623ff40ef127a0206u.png</td>\n",
       "      <td>纽瑞芯科技</td>\n",
       "      <td>https://www.liepin.com/company/9629844/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>{\"jobKind\":\"6\",\"imId\":\"d277ba7748742ef667766a0...</td>\n",
       "      <td>%7B%22jobKind%22%3A%226%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>[2个月, 本科, 数据采集]</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>数据采集（短期2个月）</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>62312071</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>人力经理</td>\n",
       "      <td>45cea54f80da2a0e4abfe6a2f509b725</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>12593225</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>北京上奇数字科技有限公司</td>\n",
       "      <td>https://www.liepin.com/company/12593225/</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>{\"jobKind\":\"6\",\"imId\":\"32bc371dd0c5aa084cd3c71...</td>\n",
       "      <td>%7B%22jobKind%22%3A%226%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>[3个月, 学历不限, 分布式数据库]</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>实习生</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>61616763</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>人事经理</td>\n",
       "      <td>52c2be5b54e23f5ce9eeeef07af71818</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>13425191</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>招商局食品(中国)有限公司</td>\n",
       "      <td>https://www.liepin.com/company/13425191/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>{\"jobKind\":\"6\",\"imId\":\"57e103d72bd5f17c3371937...</td>\n",
       "      <td>%7B%22jobKind%22%3A%226%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>[3个月, 本科, 数据分析, SQL]</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>数据分析实习生</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>58048049</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>招聘负责人</td>\n",
       "      <td>c84239c9ace8777bf15eaa6682c94297</td>\n",
       "      <td>5f1a972c639c83538678826001u.png</td>\n",
       "      <td>856639</td>\n",
       "      <td>互联网</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>5bfe979b74719df0ac99439903a.png</td>\n",
       "      <td>迅雷</td>\n",
       "      <td>https://www.liepin.com/company/856639/</td>\n",
       "      <td>美股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>{\"jobKind\":\"6\",\"imId\":\"ccf34065b9a847840fc036b...</td>\n",
       "      <td>%7B%22jobKind%22%3A%226%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>[5个月, 本科, 数据采集, 数据挖掘, SQL, VBA, 数据分析, 数据可视化, 数...</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>数据分析</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>57061819</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>子公司策略管理团队执行副总经理</td>\n",
       "      <td>0c0ae25358f067fb369ed0cd11a68df2</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>7860644</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>5bfea50b74719d2aa34cd6ea03a.png</td>\n",
       "      <td>平安证券</td>\n",
       "      <td>https://www.liepin.com/company/7860644/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>{\"jobKind\":\"6\",\"imId\":\"2adfa4d59d1f3efe39e4814...</td>\n",
       "      <td>%7B%22jobKind%22%3A%226%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>[3个月, 提供转正, 本科, 数据建模, Pandas]</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>前台量化分析师 Desk Quant（实习）</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>56713457</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>HR</td>\n",
       "      <td>4b03d5cd244cc46345c190c582ffc5aa</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>13353691</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>64129a0e416e883aa1c773b303u.png</td>\n",
       "      <td>盖亚青柯</td>\n",
       "      <td>https://www.liepin.com/company/13353691/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>{\"jobKind\":\"6\",\"imId\":\"d61b491e4956910f24eff95...</td>\n",
       "      <td>%7B%22jobKind%22%3A%226%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>[学历不限, 数据收集, Python, SQL]</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>数据分析助理</td>\n",
       "      <td>深圳</td>\n",
       "      <td>44733631</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>96493263c9802467fda4c66f404e4b08</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>7864530</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>5bfe932974719d9f609a904e03a.png</td>\n",
       "      <td>第一创业</td>\n",
       "      <td>https://www.liepin.com/company/7864530/</td>\n",
       "      <td>沪深A股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>{\"jobKind\":\"6\",\"imId\":\"959301fe4bf4e660befa578...</td>\n",
       "      <td>%7B%22jobKind%22%3A%226%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>[3个月, 提供转正, 本科]</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>行业研究实习生</td>\n",
       "      <td>深圳</td>\n",
       "      <td>50016735</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>人事经理</td>\n",
       "      <td>43b3719cfd66efd709d9662745eb941d</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>10228033</td>\n",
       "      <td>科技金融</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>5e0efff829d83a675439801c06u.png</td>\n",
       "      <td>深圳格隆汇信息科技有限公司</td>\n",
       "      <td>https://www.liepin.com/company/10228033/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>{\"jobKind\":\"6\",\"imId\":\"85b79f44e5abcf5c160bef4...</td>\n",
       "      <td>%7B%22jobKind%22%3A%226%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>[2个月, 硕士]</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>行业研究助理</td>\n",
       "      <td>深圳-南山区</td>\n",
       "      <td>58964965</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>招聘负责人</td>\n",
       "      <td>3eaca5601ff8e8beb512b4821ae39753</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>8479429</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>5f61e458f6d1ab5847583e3b06u.png</td>\n",
       "      <td>中天国富证券</td>\n",
       "      <td>https://www.liepin.com/company/8479429/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>{\"jobKind\":\"6\",\"imId\":\"5ce1484d9a86ef3771de52c...</td>\n",
       "      <td>%7B%22jobKind%22%3A%226%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>[5个月, 提供转正, 本科]</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>行业数据分析实习生</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>56308363</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>人力资源部专员</td>\n",
       "      <td>903b24856228e8430412b4d953179852</td>\n",
       "      <td>5febe70f3059cc17bf2e6ec407u.png</td>\n",
       "      <td>12517119</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>63ecb24a7e3d5966c13512e803u.jpg</td>\n",
       "      <td>合丰投(深圳)投资有限公司</td>\n",
       "      <td>https://www.liepin.com/company/12517119/</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>{\"jobKind\":\"6\",\"imId\":\"82bba4877dc36f3c50484ed...</td>\n",
       "      <td>%7B%22jobKind%22%3A%226%22%2C%22d_curPage%22%3...</td>\n",
       "      <td>[3个月, 提供转正, 硕士]</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "      <td>研究所-行业研究岗</td>\n",
       "      <td>深圳-福田区</td>\n",
       "      <td>51985567</td>\n",
       "      <td>False</td>\n",
       "      <td></td>\n",
       "      <td>...</td>\n",
       "      <td>业务支持</td>\n",
       "      <td>fe5686137dcc0d73f9004d2a4727733e</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>979118</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>5bfffb1e74719da073f116d603u.png</td>\n",
       "      <td>财通证券</td>\n",
       "      <td>https://www.liepin.com/company/979118/</td>\n",
       "      <td>沪深A股上市</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>14 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           dataParams  \\\n",
       "0   {\"jobKind\":\"6\",\"imId\":\"af7cc15119b20c4767afc08...   \n",
       "1   {\"jobKind\":\"6\",\"imId\":\"af7cc15119b20c4767afc08...   \n",
       "2   {\"jobKind\":\"6\",\"imId\":\"9792e818d4dc8f43b8186ad...   \n",
       "3   {\"jobKind\":\"6\",\"imId\":\"eba2a734af033ebfe3db762...   \n",
       "4   {\"jobKind\":\"6\",\"imId\":\"d277ba7748742ef667766a0...   \n",
       "5   {\"jobKind\":\"6\",\"imId\":\"32bc371dd0c5aa084cd3c71...   \n",
       "6   {\"jobKind\":\"6\",\"imId\":\"57e103d72bd5f17c3371937...   \n",
       "7   {\"jobKind\":\"6\",\"imId\":\"ccf34065b9a847840fc036b...   \n",
       "8   {\"jobKind\":\"6\",\"imId\":\"2adfa4d59d1f3efe39e4814...   \n",
       "9   {\"jobKind\":\"6\",\"imId\":\"d61b491e4956910f24eff95...   \n",
       "10  {\"jobKind\":\"6\",\"imId\":\"959301fe4bf4e660befa578...   \n",
       "11  {\"jobKind\":\"6\",\"imId\":\"85b79f44e5abcf5c160bef4...   \n",
       "12  {\"jobKind\":\"6\",\"imId\":\"5ce1484d9a86ef3771de52c...   \n",
       "13  {\"jobKind\":\"6\",\"imId\":\"82bba4877dc36f3c50484ed...   \n",
       "\n",
       "                                             dataInfo  \\\n",
       "0   %7B%22jobKind%22%3A%226%22%2C%22d_curPage%22%3...   \n",
       "1   %7B%22jobKind%22%3A%226%22%2C%22d_curPage%22%3...   \n",
       "2   %7B%22jobKind%22%3A%226%22%2C%22d_curPage%22%3...   \n",
       "3   %7B%22jobKind%22%3A%226%22%2C%22d_curPage%22%3...   \n",
       "4   %7B%22jobKind%22%3A%226%22%2C%22d_curPage%22%3...   \n",
       "5   %7B%22jobKind%22%3A%226%22%2C%22d_curPage%22%3...   \n",
       "6   %7B%22jobKind%22%3A%226%22%2C%22d_curPage%22%3...   \n",
       "7   %7B%22jobKind%22%3A%226%22%2C%22d_curPage%22%3...   \n",
       "8   %7B%22jobKind%22%3A%226%22%2C%22d_curPage%22%3...   \n",
       "9   %7B%22jobKind%22%3A%226%22%2C%22d_curPage%22%3...   \n",
       "10  %7B%22jobKind%22%3A%226%22%2C%22d_curPage%22%3...   \n",
       "11  %7B%22jobKind%22%3A%226%22%2C%22d_curPage%22%3...   \n",
       "12  %7B%22jobKind%22%3A%226%22%2C%22d_curPage%22%3...   \n",
       "13  %7B%22jobKind%22%3A%226%22%2C%22d_curPage%22%3...   \n",
       "\n",
       "                                           job.labels job.jobKind  \\\n",
       "0                                           [3个月, 本科]           6   \n",
       "1                                           [3个月, 本科]           6   \n",
       "2                                           [1个月, 本科]           6   \n",
       "3                         [6个月, 提供转正, 硕士, 数据挖掘, 数据分析]           6   \n",
       "4                                     [2个月, 本科, 数据采集]           6   \n",
       "5                                 [3个月, 学历不限, 分布式数据库]           6   \n",
       "6                                [3个月, 本科, 数据分析, SQL]           6   \n",
       "7   [5个月, 本科, 数据采集, 数据挖掘, SQL, VBA, 数据分析, 数据可视化, 数...           6   \n",
       "8                       [3个月, 提供转正, 本科, 数据建模, Pandas]           6   \n",
       "9                           [学历不限, 数据收集, Python, SQL]           6   \n",
       "10                                    [3个月, 提供转正, 本科]           6   \n",
       "11                                          [2个月, 硕士]           6   \n",
       "12                                    [5个月, 提供转正, 本科]           6   \n",
       "13                                    [3个月, 提供转正, 硕士]           6   \n",
       "\n",
       "    job.advViewFlag               job.title  job.dq job.jobId  job.topJob  \\\n",
       "0             False               数据分析师（实习）  深圳-南山区  61376049       False   \n",
       "1             False              数据分析师（实习生）  深圳-南山区  60104163       False   \n",
       "2             False                 电商数据分析师  深圳-龙华区  62071461       False   \n",
       "3             False                   数据分析师  深圳-龙岗区  60823033       False   \n",
       "4             False             数据采集（短期2个月）  深圳-南山区  62312071       False   \n",
       "5             False                     实习生  深圳-南山区  61616763       False   \n",
       "6             False                 数据分析实习生  深圳-南山区  58048049       False   \n",
       "7             False                    数据分析  深圳-福田区  57061819       False   \n",
       "8             False  前台量化分析师 Desk Quant（实习）  深圳-福田区  56713457       False   \n",
       "9             False                  数据分析助理      深圳  44733631       False   \n",
       "10            False                 行业研究实习生      深圳  50016735       False   \n",
       "11            False                  行业研究助理  深圳-南山区  58964965       False   \n",
       "12            False               行业数据分析实习生  深圳-福田区  56308363       False   \n",
       "13            False               研究所-行业研究岗  深圳-福田区  51985567       False   \n",
       "\n",
       "   job.h5OuterLink  ... recruiter.recruiterTitle  \\\n",
       "0                   ...                     HRBP   \n",
       "1                   ...                     HRBP   \n",
       "2                   ...                     部门主管   \n",
       "3                   ...                     招聘HR   \n",
       "4                   ...                     人力经理   \n",
       "5                   ...                     人事经理   \n",
       "6                   ...                    招聘负责人   \n",
       "7                   ...          子公司策略管理团队执行副总经理   \n",
       "8                   ...                       HR   \n",
       "9                   ...                     招聘经理   \n",
       "10                  ...                     人事经理   \n",
       "11                  ...                    招聘负责人   \n",
       "12                  ...                  人力资源部专员   \n",
       "13                  ...                     业务支持   \n",
       "\n",
       "               recruiter.recruiterId         recruiter.recruiterPhoto  \\\n",
       "0   333000602100d7315764562faa94a890  61e142d872d04a0011da63af07u.png   \n",
       "1   333000602100d7315764562faa94a890  61e142d872d04a0011da63af07u.png   \n",
       "2   b06533f5e3a36c6bf95cd792e49c0cb3  5f8f986bdfb13a7dee342f2108u.jpg   \n",
       "3   de449628d28f6e0a829c07ab21d1e65f  5f8f986779c7cc70efbf36c008u.jpg   \n",
       "4   45cea54f80da2a0e4abfe6a2f509b725  5f8f986779c7cc70efbf36c008u.jpg   \n",
       "5   52c2be5b54e23f5ce9eeeef07af71818  5f8f9865ea60860b75384fa508u.jpg   \n",
       "6   c84239c9ace8777bf15eaa6682c94297  5f1a972c639c83538678826001u.png   \n",
       "7   0c0ae25358f067fb369ed0cd11a68df2  5f8f9863f6d1ab58476f246a08u.jpg   \n",
       "8   4b03d5cd244cc46345c190c582ffc5aa  5f8f98648dbe6273dcf8515508u.jpg   \n",
       "9   96493263c9802467fda4c66f404e4b08  5f8f986c79c7cc70efbf36c808u.jpg   \n",
       "10  43b3719cfd66efd709d9662745eb941d  5f8f9866dfb13a7dee342f1808u.jpg   \n",
       "11  3eaca5601ff8e8beb512b4821ae39753  5f8f986aea60860b75384fab08u.jpg   \n",
       "12  903b24856228e8430412b4d953179852  5febe70f3059cc17bf2e6ec407u.png   \n",
       "13  fe5686137dcc0d73f9004d2a4727733e  5f8f98648dbe6273dcf8515508u.jpg   \n",
       "\n",
       "   comp.compId comp.compIndustry comp.compScale  \\\n",
       "0      8697730               互联网       100-499人   \n",
       "1      8697730               互联网       100-499人   \n",
       "2     13646711             批发/零售          1-49人   \n",
       "3      9629844       电子/半导体/集成电路         50-99人   \n",
       "4     12593225              人工智能         50-99人   \n",
       "5     13425191          食品/饮料/酒水       100-499人   \n",
       "6       856639               互联网     1000-2000人   \n",
       "7      7860644          基金/证券/期货     2000-5000人   \n",
       "8     13353691          基金/证券/期货          1-49人   \n",
       "9      7864530          基金/证券/期货     2000-5000人   \n",
       "10    10228033              科技金融       100-499人   \n",
       "11     8479429          基金/证券/期货       500-999人   \n",
       "12    12517119          基金/证券/期货          1-49人   \n",
       "13      979118          基金/证券/期货     2000-5000人   \n",
       "\n",
       "                      comp.compLogo  comp.compName  \\\n",
       "0   60e65d04e2df5862a0867b0c05u.png           一面数据   \n",
       "1   60e65d04e2df5862a0867b0c05u.png           一面数据   \n",
       "2   64dd9438f5796c30a18b3e4308u.jpg            趣宠儿   \n",
       "3   612e18593623ff40ef127a0206u.png          纽瑞芯科技   \n",
       "4   61b07937d0458d53c627567e02u.jpg   北京上奇数字科技有限公司   \n",
       "5   61b07937d0458d53c627567e02u.jpg  招商局食品(中国)有限公司   \n",
       "6   5bfe979b74719df0ac99439903a.png             迅雷   \n",
       "7   5bfea50b74719d2aa34cd6ea03a.png           平安证券   \n",
       "8   64129a0e416e883aa1c773b303u.png           盖亚青柯   \n",
       "9   5bfe932974719d9f609a904e03a.png           第一创业   \n",
       "10  5e0efff829d83a675439801c06u.png  深圳格隆汇信息科技有限公司   \n",
       "11  5f61e458f6d1ab5847583e3b06u.png         中天国富证券   \n",
       "12  63ecb24a7e3d5966c13512e803u.jpg  合丰投(深圳)投资有限公司   \n",
       "13  5bfffb1e74719da073f116d603u.png           财通证券   \n",
       "\n",
       "                                   comp.link comp.compStage  \n",
       "0    https://www.liepin.com/company/8697730/            NaN  \n",
       "1    https://www.liepin.com/company/8697730/            NaN  \n",
       "2   https://www.liepin.com/company/13646711/            NaN  \n",
       "3    https://www.liepin.com/company/9629844/            NaN  \n",
       "4   https://www.liepin.com/company/12593225/             其他  \n",
       "5   https://www.liepin.com/company/13425191/            NaN  \n",
       "6     https://www.liepin.com/company/856639/           美股上市  \n",
       "7    https://www.liepin.com/company/7860644/            NaN  \n",
       "8   https://www.liepin.com/company/13353691/            NaN  \n",
       "9    https://www.liepin.com/company/7864530/         沪深A股上市  \n",
       "10  https://www.liepin.com/company/10228033/            NaN  \n",
       "11   https://www.liepin.com/company/8479429/            NaN  \n",
       "12  https://www.liepin.com/company/12517119/            NaN  \n",
       "13    https://www.liepin.com/company/979118/         沪深A股上市  \n",
       "\n",
       "[14 rows x 30 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "pd.json_normalize(liepin_data['data']['data']['jobCardList'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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